Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 7500 |
| Missing cells | 387 |
| Missing cells (%) | 0.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.8 MiB |
| Average record size in memory | 391.3 B |
Variable types
| NUM | 12 |
|---|---|
| UNSUPPORTED | 6 |
| CAT | 1 |
Reproduction
| Analysis started | 2020-05-14 14:54:52.539390 |
|---|---|
| Analysis finished | 2020-05-14 14:55:27.711740 |
| Duration | 35.17 seconds |
| Version | pandas-profiling v2.7.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
name has a high cardinality: 7429 distinct values | High cardinality |
bgg_rank is highly correlated with df_index | High correlation |
df_index is highly correlated with bgg_rank | High correlation |
min_age has 300 (4.0%) missing values | Missing |
year is highly skewed (γ1 = -44.08599432) | Skewed |
max_player_num is highly skewed (γ1 = 44.51002747) | Skewed |
min_play_time is highly skewed (γ1 = 44.63966224) | Skewed |
max_play_time is highly skewed (γ1 = 28.8635442) | Skewed |
name is uniformly distributed | Uniform |
df_index has unique values | Unique |
bgg_rank has unique values | Unique |
artists is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
publishers is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
categories is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
mechanisms is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
family is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
designers is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
| Distinct count | 7500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 389114.79333333333 |
|---|---|
| Minimum | 10000 |
| Maximum | 870099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 10000 |
|---|---|
| 5-th percentile | 40074.95 |
| Q1 | 190076.75 |
| median | 380057.5 |
| Q3 | 570036.25 |
| 95-th percentile | 800032.1 |
| Maximum | 870099 |
| Range | 860099 |
| Interquartile range (IQR) | 379959.5 |
Descriptive statistics
| Standard deviation | 231188.8153 |
|---|---|
| Coefficient of variation (CV) | 0.5941403907 |
| Kurtosis | -0.9520955156 |
| Mean | 389114.7933 |
| Median Absolute Deviation (MAD) | 189980 |
| Skewness | 0.194049822 |
| Sum | 2918360950 |
| Variance | 5.344826833e+10 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 430078 | 1 | < 0.1% | |
| 540029 | 1 | < 0.1% | |
| 200043 | 1 | < 0.1% | |
| 30060 | 1 | < 0.1% | |
| 540013 | 1 | < 0.1% | |
| 370030 | 1 | < 0.1% | |
| 710000 | 1 | < 0.1% | |
| 200051 | 1 | < 0.1% | |
| 30068 | 1 | < 0.1% | |
| 540021 | 1 | < 0.1% | |
| Other values (7490) | 7490 | 99.9% |
| Value | Count | Frequency (%) | |
| 10000 | 1 | < 0.1% | |
| 10001 | 1 | < 0.1% | |
| 10002 | 1 | < 0.1% | |
| 10003 | 1 | < 0.1% | |
| 10004 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 870099 | 1 | < 0.1% | |
| 870097 | 1 | < 0.1% | |
| 870095 | 1 | < 0.1% | |
| 870093 | 1 | < 0.1% | |
| 870092 | 1 | < 0.1% |
| Distinct count | 7500 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3841.1133333333332 |
|---|---|
| Minimum | 1 |
| Maximum | 8700 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 375.95 |
| Q1 | 1877.75 |
| median | 3758.5 |
| Q3 | 5637.25 |
| 95-th percentile | 7933.1 |
| Maximum | 8700 |
| Range | 8699 |
| Interquartile range (IQR) | 3759.5 |
Descriptive statistics
| Standard deviation | 2312.071557 |
|---|---|
| Coefficient of variation (CV) | 0.6019274509 |
| Kurtosis | -0.9513770968 |
| Mean | 3841.113333 |
| Median Absolute Deviation (MAD) | 1880 |
| Skewness | 0.1941717311 |
| Sum | 28808350 |
| Variance | 5345674.886 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 1338 | 1 | < 0.1% | |
| 1314 | 1 | < 0.1% | |
| 3363 | 1 | < 0.1% | |
| 5416 | 1 | < 0.1% | |
| 7465 | 1 | < 0.1% | |
| 1322 | 1 | < 0.1% | |
| 3371 | 1 | < 0.1% | |
| 5424 | 1 | < 0.1% | |
| 7473 | 1 | < 0.1% | |
| Other values (7490) | 7490 | 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8700 | 1 | < 0.1% | |
| 8698 | 1 | < 0.1% | |
| 8696 | 1 | < 0.1% | |
| 8694 | 1 | < 0.1% | |
| 8693 | 1 | < 0.1% |
| Distinct count | 7429 |
|---|---|
| Unique (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 29.4 KiB |
| Cosmic Encounter | 4 |
|---|---|
| Around the World in 80 Days | 3 |
| War of the Ring | 3 |
| Claim | 2 |
| Boomerang | 2 |
| Other values (7424) |
| Value | Count | Frequency (%) | |
| Cosmic Encounter | 4 | 0.1% | |
| Around the World in 80 Days | 3 | < 0.1% | |
| War of the Ring | 3 | < 0.1% | |
| Claim | 2 | < 0.1% | |
| Boomerang | 2 | < 0.1% | |
| Bloom | 2 | < 0.1% | |
| Lord of the Rings: The Confrontation | 2 | < 0.1% | |
| Athlas: Duel for Divinity | 2 | < 0.1% | |
| Beda Fomm | 2 | < 0.1% | |
| Dune | 2 | < 0.1% | |
| Other values (7419) | 7476 | 99.7% |
Length
| Max length | 107 |
|---|---|
| Mean length | 18.80626667 |
| Min length | 1 |
| Value | Count | Frequency (%) | |
| Lowercase_Letter | 58 | 42.3% | |
| Uppercase_Letter | 33 | 24.1% | |
| Other_Punctuation | 13 | 9.5% | |
| Decimal_Number | 10 | 7.3% | |
| Other_Letter | 8 | 5.8% | |
| Dash_Punctuation | 3 | 2.2% | |
| Open_Punctuation | 2 | 1.5% | |
| Close_Punctuation | 2 | 1.5% | |
| Currency_Symbol | 2 | 1.5% | |
| Other_Number | 2 | 1.5% | |
| Other values (4) | 4 | 2.9% |
| Value | Count | Frequency (%) | |
| Latin | 91 | 66.4% | |
| Common | 37 | 27.0% | |
| Hiragana | 4 | 2.9% | |
| Han | 4 | 2.9% | |
| Inherited | 1 | 0.7% |
| Value | Count | Frequency (%) | |
| ASCII | 81 | 86.2% | |
| Hiragana | 4 | 4.3% | |
| CJK | 4 | 4.3% | |
| Punctuation | 3 | 3.2% | |
| Currency Symbols | 1 | 1.1% | |
| Diacriticals | 1 | 1.1% |
| Distinct count | 115 |
|---|---|
| Unique (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2005.4209333333333 |
|---|---|
| Minimum | -3000 |
| Maximum | 2021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.4 KiB |
Quantile statistics
| Minimum | -3000 |
|---|---|
| 5-th percentile | 1983 |
| Q1 | 2005 |
| median | 2012 |
| Q3 | 2016 |
| 95-th percentile | 2019 |
| Maximum | 2021 |
| Range | 5021 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 86.5762181 |
|---|---|
| Coefficient of variation (CV) | 0.04317109524 |
| Kurtosis | 2278.194771 |
| Mean | 2005.420933 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -44.08599432 |
| Sum | 15040657 |
| Variance | 7495.441541 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2017 | 622 | 8.3% | |
| 2018 | 605 | 8.1% | |
| 2016 | 570 | 7.6% | |
| 2015 | 543 | 7.2% | |
| 2019 | 525 | 7.0% | |
| 2014 | 421 | 5.6% | |
| 2013 | 383 | 5.1% | |
| 2012 | 354 | 4.7% | |
| 2011 | 301 | 4.0% | |
| 2010 | 298 | 4.0% | |
| Other values (105) | 2878 | 38.4% |
| Value | Count | Frequency (%) | |
| -3000 | 1 | < 0.1% | |
| -2200 | 1 | < 0.1% | |
| 400 | 1 | < 0.1% | |
| 550 | 1 | < 0.1% | |
| 700 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2021 | 4 | 0.1% | |
| 2020 | 54 | 0.7% | |
| 2019 | 525 | 7.0% | |
| 2018 | 605 | 8.1% | |
| 2017 | 622 | 8.3% |
geek_rating
Real number (ℝ≥0)
| Distinct count | 1540 |
|---|---|
| Unique (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.963601333333334 |
|---|---|
| Minimum | 5.561 |
| Maximum | 8.576 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 5.561 |
|---|---|
| 5-th percentile | 5.574 |
| Q1 | 5.642 |
| median | 5.773 |
| Q3 | 6.121 |
| 95-th percentile | 6.9971 |
| Maximum | 8.576 |
| Range | 3.015 |
| Interquartile range (IQR) | 0.479 |
Descriptive statistics
| Standard deviation | 0.4650213218 |
|---|---|
| Coefficient of variation (CV) | 0.07797659431 |
| Kurtosis | 3.036703516 |
| Mean | 5.963601333 |
| Median Absolute Deviation (MAD) | 0.161 |
| Skewness | 1.774400211 |
| Sum | 44727.01 |
| Variance | 0.2162448297 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 5.613 | 42 | 0.6% | |
| 5.612 | 40 | 0.5% | |
| 5.568 | 34 | 0.5% | |
| 5.62 | 34 | 0.5% | |
| 5.562 | 33 | 0.4% | |
| 5.619 | 33 | 0.4% | |
| 5.564 | 33 | 0.4% | |
| 5.61 | 32 | 0.4% | |
| 5.563 | 32 | 0.4% | |
| 5.623 | 32 | 0.4% | |
| Other values (1530) | 7155 | 95.4% |
| Value | Count | Frequency (%) | |
| 5.561 | 30 | 0.4% | |
| 5.562 | 33 | 0.4% | |
| 5.563 | 32 | 0.4% | |
| 5.564 | 33 | 0.4% | |
| 5.565 | 27 | 0.4% |
| Value | Count | Frequency (%) | |
| 8.576 | 1 | < 0.1% | |
| 8.471 | 1 | < 0.1% | |
| 8.277 | 1 | < 0.1% | |
| 8.269 | 1 | < 0.1% | |
| 8.221 | 1 | < 0.1% |
avg_rating
Real number (ℝ≥0)
| Distinct count | 329 |
|---|---|
| Unique (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.966790666666666 |
|---|---|
| Minimum | 5.64 |
| Maximum | 9.36 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 5.64 |
|---|---|
| 5-th percentile | 6.1 |
| Q1 | 6.5175 |
| median | 6.9 |
| Q3 | 7.36 |
| 95-th percentile | 8.05 |
| Maximum | 9.36 |
| Range | 3.72 |
| Interquartile range (IQR) | 0.8425 |
Descriptive statistics
| Standard deviation | 0.599710564 |
|---|---|
| Coefficient of variation (CV) | 0.08608132391 |
| Kurtosis | -0.03232210305 |
| Mean | 6.966790667 |
| Median Absolute Deviation (MAD) | 0.41 |
| Skewness | 0.5076564743 |
| Sum | 52250.93 |
| Variance | 0.3596527605 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 6.64 | 64 | 0.9% | |
| 6.81 | 62 | 0.8% | |
| 6.97 | 62 | 0.8% | |
| 6.89 | 62 | 0.8% | |
| 6.7 | 61 | 0.8% | |
| 6.48 | 58 | 0.8% | |
| 7.18 | 57 | 0.8% | |
| 6.86 | 57 | 0.8% | |
| 6.71 | 57 | 0.8% | |
| 6.55 | 56 | 0.7% | |
| Other values (319) | 6904 | 92.1% |
| Value | Count | Frequency (%) | |
| 5.64 | 1 | < 0.1% | |
| 5.68 | 1 | < 0.1% | |
| 5.69 | 1 | < 0.1% | |
| 5.7 | 1 | < 0.1% | |
| 5.71 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9.36 | 1 | < 0.1% | |
| 9.32 | 2 | < 0.1% | |
| 9.15 | 1 | < 0.1% | |
| 9.13 | 1 | < 0.1% | |
| 9.12 | 1 | < 0.1% |
num_voters
Real number (ℝ≥0)
| Distinct count | 2754 |
|---|---|
| Unique (%) | 36.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1841.6372 |
|---|---|
| Minimum | 32 |
| Maximum | 94098 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 29.4 KiB |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 88 |
| Q1 | 211 |
| median | 472 |
| Q3 | 1359 |
| 95-th percentile | 7750.25 |
| Maximum | 94098 |
| Range | 94066 |
| Interquartile range (IQR) | 1148 |
Descriptive statistics
| Standard deviation | 5032.220513 |
|---|---|
| Coefficient of variation (CV) | 2.732471147 |
| Kurtosis | 93.11886192 |
| Mean | 1841.6372 |
| Median Absolute Deviation (MAD) | 330 |
| Skewness | 8.000842885 |
| Sum | 13812279 |
| Variance | 25323243.29 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 160 | 23 | 0.3% | |
| 123 | 21 | 0.3% | |
| 112 | 20 | 0.3% | |
| 101 | 19 | 0.3% | |
| 124 | 19 | 0.3% | |
| 187 | 19 | 0.3% | |
| 130 | 18 | 0.2% | |
| 115 | 17 | 0.2% | |
| 219 | 17 | 0.2% | |
| 149 | 17 | 0.2% | |
| Other values (2744) | 7310 | 97.5% |
| Value | Count | Frequency (%) | |
| 32 | 1 | < 0.1% | |
| 33 | 1 | < 0.1% | |
| 34 | 2 | < 0.1% | |
| 36 | 2 | < 0.1% | |
| 38 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 94098 | 1 | < 0.1% | |
| 93960 | 1 | < 0.1% | |
| 93706 | 1 | < 0.1% | |
| 77832 | 1 | < 0.1% | |
| 73725 | 1 | < 0.1% |
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 300 |
| Missing (%) | 4.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.866666666666667 |
|---|---|
| Minimum | 2.0 |
| Maximum | 21.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 9 |
| median | 12 |
| Q3 | 12 |
| 95-th percentile | 14 |
| Maximum | 21 |
| Range | 19 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.440684016 |
|---|---|
| Coefficient of variation (CV) | 0.2246028235 |
| Kurtosis | -0.2145819356 |
| Mean | 10.86666667 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.1759921895 |
| Sum | 78240 |
| Variance | 5.956938464 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 12 | 1962 | 26.2% | |
| 10 | 1624 | 21.7% | |
| 8 | 1299 | 17.3% | |
| 14 | 966 | 12.9% | |
| 13 | 578 | 7.7% | |
| 6 | 171 | 2.3% | |
| 7 | 156 | 2.1% | |
| 9 | 114 | 1.5% | |
| 15 | 71 | 0.9% | |
| 5 | 67 | 0.9% | |
| Other values (8) | 192 | 2.6% | |
| (Missing) | 300 | 4.0% |
| Value | Count | Frequency (%) | |
| 2 | 1 | < 0.1% | |
| 3 | 7 | 0.1% | |
| 4 | 30 | 0.4% | |
| 5 | 67 | 0.9% | |
| 6 | 171 | 2.3% |
| Value | Count | Frequency (%) | |
| 21 | 3 | < 0.1% | |
| 18 | 35 | 0.5% | |
| 17 | 15 | 0.2% | |
| 16 | 56 | 0.7% | |
| 15 | 71 | 0.9% |
weight
Real number (ℝ≥0)
| Distinct count | 363 |
|---|---|
| Unique (%) | 4.9% |
| Missing | 21 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3087698890225967 |
|---|---|
| Minimum | 1.0 |
| Maximum | 4.91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.12 |
| Q1 | 1.69 |
| median | 2.24 |
| Q3 | 2.845 |
| 95-th percentile | 3.78 |
| Maximum | 4.91 |
| Range | 3.91 |
| Interquartile range (IQR) | 1.155 |
Descriptive statistics
| Standard deviation | 0.8054548818 |
|---|---|
| Coefficient of variation (CV) | 0.3488675444 |
| Kurtosis | -0.4227831926 |
| Mean | 2.308769889 |
| Median Absolute Deviation (MAD) | 0.57 |
| Skewness | 0.417125731 |
| Sum | 17267.29 |
| Variance | 0.6487575666 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 290 | 3.9% | |
| 1 | 182 | 2.4% | |
| 3 | 120 | 1.6% | |
| 1.5 | 104 | 1.4% | |
| 2.5 | 94 | 1.3% | |
| 2.33 | 81 | 1.1% | |
| 1.67 | 77 | 1.0% | |
| 2.67 | 71 | 0.9% | |
| 1.33 | 68 | 0.9% | |
| 2.25 | 63 | 0.8% | |
| Other values (353) | 6329 | 84.4% |
| Value | Count | Frequency (%) | |
| 1 | 182 | 2.4% | |
| 1.01 | 1 | < 0.1% | |
| 1.02 | 4 | 0.1% | |
| 1.03 | 8 | 0.1% | |
| 1.04 | 14 | 0.2% |
| Value | Count | Frequency (%) | |
| 4.91 | 1 | < 0.1% | |
| 4.89 | 1 | < 0.1% | |
| 4.88 | 1 | < 0.1% | |
| 4.75 | 1 | < 0.1% | |
| 4.72 | 1 | < 0.1% |
min_player_num
Real number (ℝ≥0)
| Distinct count | 8 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 5 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9770513675783856 |
|---|---|
| Minimum | 1.0 |
| Maximum | 9.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6894350111 |
|---|---|
| Coefficient of variation (CV) | 0.3487188155 |
| Kurtosis | 8.862900049 |
| Mean | 1.977051368 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.510834529 |
| Sum | 14818 |
| Variance | 0.4753206345 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2 | 4948 | 66.0% | |
| 1 | 1487 | 19.8% | |
| 3 | 873 | 11.6% | |
| 4 | 151 | 2.0% | |
| 5 | 21 | 0.3% | |
| 8 | 7 | 0.1% | |
| 6 | 7 | 0.1% | |
| 9 | 1 | < 0.1% | |
| (Missing) | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1487 | 19.8% | |
| 2 | 4948 | 66.0% | |
| 3 | 873 | 11.6% | |
| 4 | 151 | 2.0% | |
| 5 | 21 | 0.3% |
| Value | Count | Frequency (%) | |
| 9 | 1 | < 0.1% | |
| 8 | 7 | 0.1% | |
| 6 | 7 | 0.1% | |
| 5 | 21 | 0.3% | |
| 4 | 151 | 2.0% |
| Distinct count | 32 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 5 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.492328218812542 |
|---|---|
| Minimum | 1.0 |
| Maximum | 999.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 8 |
| Maximum | 999 |
| Range | 998 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 18.19178186 |
|---|---|
| Coefficient of variation (CV) | 3.312216811 |
| Kurtosis | 2379.173787 |
| Mean | 5.492328219 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 44.51002747 |
| Sum | 41165 |
| Variance | 330.9409273 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4 | 2547 | 34.0% | |
| 2 | 1445 | 19.3% | |
| 5 | 1310 | 17.5% | |
| 6 | 1152 | 15.4% | |
| 8 | 351 | 4.7% | |
| 1 | 137 | 1.8% | |
| 7 | 133 | 1.8% | |
| 3 | 103 | 1.4% | |
| 10 | 102 | 1.4% | |
| 12 | 66 | 0.9% | |
| Other values (22) | 149 | 2.0% |
| Value | Count | Frequency (%) | |
| 1 | 137 | 1.8% | |
| 2 | 1445 | 19.3% | |
| 3 | 103 | 1.4% | |
| 4 | 2547 | 34.0% | |
| 5 | 1310 | 17.5% |
| Value | Count | Frequency (%) | |
| 999 | 2 | < 0.1% | |
| 200 | 1 | < 0.1% | |
| 120 | 1 | < 0.1% | |
| 100 | 3 | < 0.1% | |
| 99 | 41 | 0.5% |
| Distinct count | 69 |
|---|---|
| Unique (%) | 0.9% |
| Missing | 28 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 76.26552462526766 |
|---|---|
| Minimum | 1.0 |
| Maximum | 17280.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 30 |
| median | 45 |
| Q3 | 75 |
| 95-th percentile | 240 |
| Maximum | 17280 |
| Range | 17279 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 258.5603003 |
|---|---|
| Coefficient of variation (CV) | 3.390264494 |
| Kurtosis | 2714.532149 |
| Mean | 76.26552463 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 44.63966224 |
| Sum | 569856 |
| Variance | 66853.42888 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 30 | 1494 | 19.9% | |
| 60 | 1253 | 16.7% | |
| 45 | 980 | 13.1% | |
| 20 | 712 | 9.5% | |
| 90 | 545 | 7.3% | |
| 15 | 480 | 6.4% | |
| 120 | 470 | 6.3% | |
| 180 | 288 | 3.8% | |
| 10 | 258 | 3.4% | |
| 240 | 186 | 2.5% | |
| Other values (59) | 806 | 10.7% |
| Value | Count | Frequency (%) | |
| 1 | 10 | 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 5 | 86 | 1.1% | |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 17280 | 1 | < 0.1% | |
| 6000 | 1 | < 0.1% | |
| 5400 | 1 | < 0.1% | |
| 4500 | 1 | < 0.1% | |
| 3600 | 2 | < 0.1% |
| Distinct count | 85 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 28 |
| Missing (%) | 0.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112.8313704496788 |
|---|---|
| Minimum | 1.0 |
| Maximum | 22500.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 58.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 30 |
| median | 60 |
| Q3 | 90 |
| 95-th percentile | 300 |
| Maximum | 22500 |
| Range | 22499 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 459.6902424 |
|---|---|
| Coefficient of variation (CV) | 4.074135061 |
| Kurtosis | 1128.637786 |
| Mean | 112.8313704 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 28.8635442 |
| Sum | 843076 |
| Variance | 211315.1189 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 60 | 1255 | 16.7% | |
| 30 | 1152 | 15.4% | |
| 45 | 890 | 11.9% | |
| 90 | 770 | 10.3% | |
| 120 | 701 | 9.3% | |
| 20 | 520 | 6.9% | |
| 180 | 374 | 5.0% | |
| 15 | 315 | 4.2% | |
| 240 | 243 | 3.2% | |
| 40 | 198 | 2.6% | |
| Other values (75) | 1054 | 14.1% |
| Value | Count | Frequency (%) | |
| 1 | 2 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 5 | 24 | 0.3% | |
| 6 | 1 | < 0.1% | |
| 10 | 141 | 1.9% |
| Value | Count | Frequency (%) | |
| 22500 | 1 | < 0.1% | |
| 17280 | 1 | < 0.1% | |
| 12000 | 1 | < 0.1% | |
| 10000 | 1 | < 0.1% | |
| 6000 | 5 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | bgg_rank | name | year | geek_rating | avg_rating | num_voters | min_age | weight | artists | publishers | categories | mechanisms | family | designers | min_player_num | max_player_num | min_play_time | max_play_time | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10000 | 1 | Gloomhaven | 2017 | 8.576 | 8.83 | 34829 | 12.0 | 3.83 | [alexandr elichev, josh t. mcdowell, alvaro nebot] | [cephalofair games, albi, asmodee, feuerland spiele, galápagos jogos, games warehouse, gém klub kft., hobby world, korea boardgames co., ltd., mybg co., ltd.] | [adventure, exploration, fantasy, fighting, miniatures] | [action retrieval, campaign / battle card driven, communication limits, cooperative game, grid movement, hand management, legacy game, modular board, once-per-game abilities, role playing, scenario / mission / campaign game, simultaneous action selection, solo / solitaire game, storytelling, variable player powers] | [campaign games, components: miniatures, crowdfunding: kickstarter, dungeon crawler, gloomhaven universe, legacy, solitaire games] | [isaac childres] | 1.0 | 4.0 | 60.0 | 120.0 |
| 1 | 10001 | 2 | Pandemic Legacy: Season 1 | 2015 | 8.471 | 8.62 | 36928 | 13.0 | 2.83 | [chris quilliams] | [z-man games, inc., asterion press, devir, filosofia éditions, gém klub kft., hobby japan, jolly thinkers, korea boardgames co., ltd., lacerta, lifestyle boardgames ltd, mindok] | [environmental, medical] | [action points, cooperative game, hand management, legacy game, point to point movement, set collection, trading, variable player powers] | [campaign games, legacy, pandemic] | [rob daviau, matt leacock] | 2.0 | 4.0 | 60.0 | 60.0 |
| 2 | 10002 | 3 | Terraforming Mars | 2016 | 8.277 | 8.43 | 53714 | 12.0 | 3.24 | [isaac fryxelius] | [fryxgames, arclight, fantasmagoria, ghenos games, intrafin games, kilogames, korea boardgames co., ltd., lautapelit.fi, lavka games, lex games, maldito games, meeple br jogos, mindok, mybg co., ltd., neotroy games, rebel sp. z o.o., reflexshop, schwerkraft-verlag, siam board games, stronghold games] | [economic, environmental, industry / manufacturing, science fiction, space exploration, territory building] | [card drafting, end game bonuses, hand management, hexagon grid, income, set collection, solo / solitaire game, take that, tile placement, turn order: progressive, variable player powers] | [fryxgames' future timeline, solitaire games, space: earth's solar system, space: mars, tableau building, terraforming mars] | [jacob fryxelius] | 1.0 | 5.0 | 120.0 | 120.0 |
| 3 | 10003 | 4 | Brass: Birmingham | 2018 | 8.269 | 8.63 | 12686 | 14.0 | 3.93 | [lina cossette, david forest, damien mammoliti] | [roxley, boardm factory, conclave editora, crowd games, funforge, ghenos games, giant roc, maldito games, phalanx] | [economic, industry / manufacturing, transportation] | [connections, hand management, income, loans, market, network and route building, tech trees / tech tracks, turn order: stat-based, variable setup] | [brass, cities: birmingham (england), country: england, crowdfunding: kickstarter, industrial revolution, theme: beer] | [gavan brown, matt tolman, martin wallace] | 2.0 | 4.0 | 60.0 | 120.0 |
| 4 | 10004 | 5 | Through the Ages: A New Story of Civilization | 2015 | 8.221 | 8.47 | 19915 | 14.0 | 4.40 | [filip murmak, radim pech, jakub politzer, milan vavroň] | [czech games edition, cranio creations, devir, dicetree games, eagle-gryphon games, gaga games, gém klub kft., heidelbär games, heidelberger spieleverlag, iello, mindok, one moment games, rebel sp. z o.o.] | [card game, civilization, economic] | [action points, auction/bidding, auction: dutch, card drafting, income] | [tableau building, through the ages] | [vlaada chvátil] | 2.0 | 4.0 | 120.0 | 120.0 |
| 5 | 10005 | 6 | Twilight Imperium (Fourth Edition) | 2017 | 8.204 | 8.69 | 10599 | 14.0 | 4.22 | [scott schomburg] | [fantasy flight games, adc blackfire entertainment, arclight, asmodee, asterion press, edge entertainment, galakta, galápagos jogos, hobby world, playfun games] | [civilization, economic, negotiation, political, science fiction, space exploration, wargame] | [action drafting, area majority / influence, area-impulse, dice rolling, follow, grid movement, modular board, trading, variable phase order, variable player powers, voting] | [4x games, components: miniatures, twilight imperium] | [dane beltrami, corey konieczka, christian t. petersen] | 3.0 | 6.0 | 240.0 | 480.0 |
| 6 | 10006 | 7 | Star Wars: Rebellion | 2016 | 8.156 | 8.42 | 20201 | 14.0 | 3.69 | [matt allsopp, david ardila, balaskas, tiziano baracchi, ryan barger, jorge barrero, cassandre bolan, jon bosco, matt bradbury, adam burn, alexandre dainche, christina davis, anthony devine, allen douglas, jose mikhail elloso, tony foti, michele frigo, mariusz gandzel, zach graves, richard hanuschek, christopher hosch, andrew johanson, jeff lee johnson, jason juta, adam lane, ignacio bazán lazcano, ralph mcquarrie, mark molnar, jake murray, ameen naksewee, david auden nash, mike nash, maciej rebisz, alexandru sabo, tony shasteen, samuel shimota, stephen somers, matthew starbuck, nicholas stohlman, angela sung, darren tan, ryan valle, jose vega, viko, magali villeneuve, jacob walker, ben zweifel] | [fantasy flight games, adc blackfire entertainment, asterion press, delta vision publishing, edge entertainment, galakta, galápagos jogos, heidelberger spieleverlag, hobby world] | [civil war, fighting, miniatures, movies / tv / radio theme, science fiction, wargame] | [area majority / influence, area movement, area-impulse, dice rolling, hand management, team-based game, variable player powers] | [components: miniatures, star wars] | [corey konieczka] | 2.0 | 4.0 | 180.0 | 240.0 |
| 7 | 10007 | 8 | Twilight Struggle | 2005 | 8.153 | 8.31 | 37976 | 13.0 | 3.57 | [viktor csete, rodger b. macgowan, chechu nieto, guillaume ries, mark simonitch] | [gmt games, (self-published), asterion press, bard centrum gier, chrononauts games, devir, dicetree games, gaga games, mindok, phalanx, udo grebe gamedesign, wargames club publishing] | [modern warfare, political, wargame] | [action/event, advantage token, area majority / influence, campaign / battle card driven, dice rolling, hand management, simulation, simultaneous action selection, tug of war] | [cold war, country: soviet union, country: usa, historical figures: fidel castro, twilight struggle] | [ananda gupta, jason matthews] | 2.0 | 2.0 | 120.0 | 180.0 |
| 8 | 10008 | 9 | Gaia Project | 2017 | 8.149 | 8.50 | 13360 | 12.0 | 4.33 | [dennis lohausen] | [feuerland spiele, capstone games, cranio creations, dicetree games, edge entertainment, game harbor, games factory, hobby world, maldito games, mandala jogos, reflexshop, テンデイズゲームズ (ten days games), white goblin games, z-man games, inc.] | [civilization, economic, science fiction, space exploration, territory building] | [area majority / influence, end game bonuses, hexagon grid, income, modular board, network and route building, tech trees / tech tracks, turn order: pass order, variable player powers, variable setup, victory points as a resource] | [solitaire games, tableau building, terra mystica] | [jens drögemüller, helge ostertag] | 1.0 | 4.0 | 60.0 | 150.0 |
| 9 | 10009 | 10 | Great Western Trail | 2016 | 8.101 | 8.29 | 24953 | 12.0 | 3.70 | [alexander pfister, andreas resch] | [eggertspiele, 999 games, arclight, broadway toys ltd, conclave editora, delta vision publishing, ediciones masqueoca, gigamic, korea boardgames co., ltd., lacerta, ludicus, mindok, pegasus spiele, plan b games, stronghold games, uplay.it edizioni, zvezda] | [american west, animals] | [deck, bag, and pool building, hand management, point to point movement, set collection, variable setup] | [animals: cattle / cows, great western trail, stronghold games: the great designers series, tableau building] | [alexander pfister] | 2.0 | 4.0 | 75.0 | 150.0 |
Last rows
| df_index | bgg_rank | name | year | geek_rating | avg_rating | num_voters | min_age | weight | artists | publishers | categories | mechanisms | family | designers | min_player_num | max_player_num | min_play_time | max_play_time | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7490 | 870087 | 8688 | War for Edaðh | 2008 | 5.561 | 6.47 | 174 | NaN | 3.24 | [deb pyne, lloyd ash pyne] | [warriorelite, ltd.] | [card game, fantasy, fighting, wargame] | [card drafting, hand management] | [n/a] | [lloyd ash pyne, nigel pyne] | 1.0 | 4.0 | 30.0 | 30.0 |
| 7491 | 870088 | 8689 | Knaster | 2019 | 5.561 | 6.42 | 102 | 8.0 | 1.00 | [oliver freudenreich] | [nürnberger-spielkarten-verlag, white goblin games] | [dice] | [dice rolling, pattern building] | [nsv middys series, roll-and-write, solitaire games] | [markus schleininger, reinhard staupe, heinz wüppen] | 1.0 | 99.0 | 15.0 | 15.0 |
| 7492 | 870089 | 8690 | Suez '56: Anglo French Intervention in Egypt | 2015 | 5.561 | 6.99 | 60 | 12.0 | 1.80 | [eric r. harvey, brandon pennington] | [decision games (i)] | [modern warfare, wargame] | [point to point movement] | [country: egypt, decision games mini series, history: suez crisis] | [joseph miranda] | 1.0 | 1.0 | NaN | NaN |
| 7493 | 870090 | 8691 | 18Africa | 2014 | 5.561 | 7.25 | 49 | 12.0 | 3.83 | [andré r. viana] | [(web published)] | [economic, print & play, trains] | [stock holding, tile placement] | [18xx, continents: africa] | [jeff edmunds (ii)] | 2.0 | 7.0 | 240.0 | 240.0 |
| 7494 | 870091 | 8692 | The Deception of Antiques: 12 Chinese Zodiac Bronze Heads | 2017 | 5.561 | 7.74 | 47 | 8.0 | 2.67 | [collin wang] | [boxed lightning] | [bluffing, deduction, memory, movies / tv / radio theme, negotiation, novel-based, party game] | [memory, role playing, simultaneous action selection, team-based game, variable phase order, variable player powers, voting] | [n/a] | [darren black, huang yi ming] | 6.0 | 8.0 | 30.0 | 60.0 |
| 7495 | 870092 | 8693 | Contrario | 2001 | 5.561 | 6.00 | 207 | 13.0 | 1.13 | [mathieu beaulieu, cyril saint blancat] | [asmodee, cocktail games, first editions, foxmind, reveal entertainment, inc., le scorpion masqué] | [party game, word game] | [n/a] | [n/a] | [matthieu d'epenoux, roberto fraga, odet l'homer] | 2.0 | 12.0 | 30.0 | 30.0 |
| 7496 | 870093 | 8694 | Rukshuk | 2006 | 5.561 | 5.92 | 336 | 8.0 | 1.34 | [n/a] | [zabazoo corporation] | [action / dexterity, party game] | [n/a] | [n/a] | [malcolm bisiker] | 2.0 | 6.0 | 20.0 | 30.0 |
| 7497 | 870095 | 8696 | Neon Gods | 2018 | 5.561 | 6.63 | 87 | 14.0 | 2.00 | [igor wolski] | [plaid hat games] | [dice, economic, fighting, miniatures, science fiction, territory building] | [area majority / influence, command cards, deck, bag, and pool building, dice rolling, grid movement, hand management, king of the hill, square grid, turn order: progressive, variable setup] | [theme: cyberpunk] | [isaac vega] | 2.0 | 4.0 | 30.0 | 120.0 |
| 7498 | 870097 | 8698 | Flying Carpet | 1987 | 5.561 | 5.85 | 341 | 12.0 | 1.52 | [tilman michalski] | [berliner spielkarten, grow jogos e brinquedos, otto maier verlag, ravensburger spieleverlag gmbh] | [arabian, aviation / flight, racing] | [n/a] | [sports: aerial racing] | [kurt feyerabend, elke flogaus] | 3.0 | 6.0 | 20.0 | 20.0 |
| 7499 | 870099 | 8700 | Costa Ruana | 2014 | 5.561 | 6.36 | 104 | 8.0 | 2.00 | [ariadna sysoeva, pam wishbow] | [lifestyle boardgames ltd, mandala jogos, r&r games] | [bluffing, card game] | [area majority / influence] | [n/a] | [yuri zhuravljov] | 2.0 | 6.0 | 20.0 | 60.0 |